MCP Server Quality Scores

Independent quality analysis of 66534 public MCP servers

66534
Discovered
31841
Scored
2112
Verified
16953
Complete

Last updated 2 hours, 21 minutes ago

Grade Distribution

Score Distribution

# Server Score ↓ Visibility Schema Protocol Reliability Maint. Security Agent Lang
○ Unscored
41901
telleroutlook
mcp-server Claim
41902
tianhao909
An MCP server that provides access to Overleaf projects via Git integration, en…
N/A N/A
41903
influqa
Hosted email MCP for AI agents with inboxes, send/receive, memory, recovery, an…
41904
SaiyemRaiyan
Enables AI agents to manage Box files, folders, collaborations, and more via th…
41905
apiccelli
Integrates Brewteco APIs with AI assistants, enabling natural language queries …
N/A N/A 95
41906
NGRThomson
Read-only MCP server for self-hosted Airbyte OSS 1.6.x, enabling monitoring of …
41907
Thethirdone3
A demonstration MCP server that exposes a mock merchant catalog with tools for …
N/A N/A
41908
ryanvo162
An MCP server that enables AI assistants to create, read, and edit Google Slide…
41909 N/A N/A 95
41910
lilaflo
Enables AI clients to manage Trilium Notes with full CRUD operations, search, c…
N/A N/A 95
41911
hiing
Provides access to the Chinese Buddhist Electronic Text Association (CBETA) onl…
81
41912
pdwi2020
Enables MCP-compatible assistants to execute Python code, files, and notebooks …
N/A N/A
41913
universal-mcp
Provides a standardized interface for interacting with Google Drive tools and s…
41914
erniecode
Connects AI coding agents to FlutterFlow projects, enabling browsing, inspectio…
N/A N/A
41915
geraservicesuk
GeraPersona MCP — voice/personality skin marketplace for robots and AI agents (…
N/A N/A 83
41916
brovk2008
Enables LLMs to inspect, edit, analyze, and render PCB layouts in real-time usi…
N/A N/A
41917
nikita15p
Enables AI assistants to manage Apache Ambari clusters, including services, hos…
41918
calganaygun
Poke PC Claim
Provides a Dockerized MCP worker that gives Poke AI assistants persistent termi…
N/A N/A
41919
adwhispr
Chat with any brand's Meta (Facebook/Instagram) ads inside Claude — research a …
41920
FidarOrg
mcpfoundry Claim
A CLI tool that generates production-ready MCP servers from databases or OpenAP…
41921
sandraschi
AI-driven USB logic analyzer control via FastMCP. Captures digital traces, deco…
N/A N/A 95
41922
ilenhart
Enables Claude to access the Danish school communication platform Aula.dk, allo…
N/A N/A
41923
i1ight
rag-paper Claim
A local-first paper RAG server that enables searching and managing academic PDF…
N/A N/A
41924
arimon03
Enables authentication and management of eTalent processes within Evaluar platf…
41925
demitri
Trillian MCP Claim
Enables natural language queries of astronomical data across multiple archives …
41926
binsarjr
Automates setup and configuration for frappe-mcp, enabling management of multip…
N/A N/A
41927
AlexanderHoogsteyn
Clarigrid Claim
Read-only electricity, gas, and weather data with structured provenance and uni…
41928
Porkbutts
Enables AI assistants to generate, manage, and download AI-generated videos usi…
81
41929
NeuroFusionAI
fibo-mcp Claim
Provides financial agents access to the Financial Industry Business Ontology (F…
81
41930
thaparSAAB14
ARCclaude Claim
Enables AI assistants to control ArcGIS Pro through natural language, executing…
N/A N/A
41931
thecturner
jankins Claim
Token-optimized Jenkins MCP server with smart log handling and failure triage f…
41932
Dvorak
Enables querying OpenDRIVE road network files through structured MCP tools for …
N/A N/A
41933 N/A N/A 95
41934
C-Bjorn
MegaMem Claim
Syncs Obsidian notes into a temporal knowledge graph and exposes 23 MCP tools f…
N/A N/A
41935
nipuman
Enables AI chat backends to fetch public webpages and return cleaned, readable …
41936
engincankaya
Provides AI coding agents with durable architecture memory for repositories by …
N/A N/A
41937
balupeddireddy08
A comprehensive smart home automation system that allows AI assistants to contr…
N/A N/A
41938
gabecorsini
garmin-mcp Claim
Personal MCP server for interacting with your Garmin Connect data. Exposes 62 t…
N/A N/A
41939
Galaxy-Dawn
kaggle-mcp Claim
A full-featured MCP server for the Kaggle API — competitions, datasets, kernels…
81
41940
mcpland
dynamic-mcp Claim
Dynamic MCP server for Node.js enabling runtime tool creation, management, and …
41941
jgabor
Finsliparn Claim
Transforms single-attempt coding into a multi-attempt, test-validated refinemen…
N/A N/A
41942
sevenfifty777
Enables AI assistants to interact with DCS World in real-time through chat by e…
N/A N/A
41943
RemiKG
Stomped Claim
An autonomous DFIR agent that hunts timestomping and rename/move laundering on …
N/A N/A
41944
mdfranz
An MCP server that enables AI assistants to query and explore your OpenObserve …
41945
pipeworx-io
Enables access to Coinpaprika cryptocurrency data, including coin listings, pri…
41946
BACH-AI-Tools
Enables AI assistants to interact with Azure DevOps APIs for managing projects,…
N/A N/A
41947
p-pouget
MCP server for materials science monitoring, searching ArXiv preprints and Open…
N/A N/A
41948
Sultonbek006
telegram-mcp Claim
A Telegram integration for Claude, Cursor, and other MCP-compatible clients, ex…
41949
Bohaohao
Product MCP Claim
MCP server for ERP product operations that enables AI agents to precheck produc…
41950
gianevag
A self-hosted MCP server for storing, searching, and querying meeting notes wit…
Showing 41901–41950 of 66534 servers
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